#Installing packages#
#install.packages("parallel")

Add a new chunk by clicking the Insert Chunk button on the toolbar or by pressing Ctrl+Alt+I.

library(dplyr)

Attache Paket: ‘dplyr’

Das folgende Objekt ist maskiert ‘package:ggplot2’:

    vars

Das folgende Objekt ist maskiert ‘package:MASS’:

    select

Die folgenden Objekte sind maskiert von ‘package:stats’:

    filter, lag

Die folgenden Objekte sind maskiert von ‘package:base’:

    intersect, setdiff, setequal, union
#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)
set.seed(456)

When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the Preview button or press Ctrl+Shift+K to preview the HTML file).

The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike Knit, Preview does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.

beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda

lam = cv.out$lambda.1se # Select more conservative lambda for variable selection


lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV

beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)
Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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RF_VSURF <- function(data, #data frame - dependent variable first
                     beta #true coefficients
){
  #--------------------------
  # Uses VSURF prediction under parallelization and
  # returns number of correctly identified  significant variables.
  # Mytree and ntree are set to default
  # ------------------------- 
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  defaultW <- getOption("warn")  #Turn off warning messages
  options(warn = -1) 
  

  #Variable Selection using Random Forest
  model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
  
  options(warn = defaultW) #re-enable warning messages

  #---------------------
  # Retention Frequency
  #---------------------
  #Create boolian vector of selected coefficients
  loc = model.vsurf$varselect.pred # location of significant coefficients
  estim_var = rep(0, length(beta)) #create zero vector of correct length
  estim_var[loc] = 1 #populate zero vector
  
  retention = var_retention(estim_var, beta) #counts only significant variables
  identification = var_identification(estim_var, beta) #counts all vars

  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(estim_var, beta) #count nonzero vars
  
  #---------------------
  # OOB error
  #---------------------
  OOB_error = min(model.vsurf$err.pred) # VSURF returns a vector, final element is (minimal) OOB error and includes all !prediction! variables
  
  result = list("retention" = retention, "identification" = identification, "OOB_error" = OOB_error, "nonzero" = nonzero)
  
  return(result)
}
  
cv.lasso_2 <- function(data, #data frame - dependent variable first
                     beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses best prediciton lambda
  # as estimate for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
  #lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
  lam = cv.out$lambda.min
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars

  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE
  #---------------------
  mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse, "nonzero" = nonzero)
  return(results)
}
cv.relaxed_lasso <- function(data, #data frame - dependent variable first
                     beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses lambda
  # and gamma minimizing prediction error
  # for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y,intercept=FALSE, relax=TRUE) # Fit lasso model on training data

  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = "lambda.min", gamma = "gamma.min")#"gamma.min") # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars

  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE
  #---------------------
  mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se] # which gamma value is this?
  
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse, "nonzero" = nonzero)
  return(results)
  
}
#--------------------------------
# Simulation 1
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim1.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  20 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  22 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

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Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  16.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 0.5 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

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  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 3 sec. and  9 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  31.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.3 sec. and  11.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  37.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 6 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 11.5 sec. and  63.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  10.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========                                                                                            |  10%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  14 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 2.5 sec. and  5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 2.7 sec. and  19.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  11.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 8.8 sec. and  7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  20 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 5.5 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  25.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  41.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  27 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

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  |===============                                                                                       |  14%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 4.5 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  36 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

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  |===============                                                                                       |  14%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 22 sec.

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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |                                                                                                            
  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 6 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
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  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  17.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
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  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  22 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |===============================================                                                       |  46%
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  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=============================================                                                         |  44%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
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  |                                                                                                            
  |=========                                                                                             |   9%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 2.3 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.2 sec. and  29.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |====================================                                                                  |  36%
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  |============================================                                                          |  43%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  46.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  22 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 27 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  27 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 5 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  5.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  32.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 22 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  31.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  27 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 60.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  38.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 22 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 3 variables)
Estimated computational time (on one core): between 3.7 sec. and  2.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  9 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  20 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=================================================================                                     |  64%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  18 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 30 sec. and  66 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  41.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  22 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 2 sec. and  6 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  33.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.3 sec. and  6.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  27 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.3 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and  57.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  38 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.3 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================================                                                            |  42%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |==============================================                                                        |  45%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  52.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |======================                                                                                |  21%
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  |=============================                                                                         |  29%
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  |====================================                                                                  |  36%
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  |===================================================                                                   |  50%
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  |==========================================================                                            |  57%
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  |==================================================================                                    |  64%
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  |=========================================================================                             |  71%
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  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
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  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  27 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
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  |========================                                                                              |  23%
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  |===============================                                                                       |  31%
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  |=======================================                                                               |  38%
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  |===============================================                                                       |  46%
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  |=======================================================                                               |  54%
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  |===============================================================                                       |  62%
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  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  27 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 16.5 sec. and  16.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  22 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.8 sec. and  38 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  38.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  8.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 5.5 sec. and  71.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  38.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |===============================                                                                       |  31%
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  |===============================================================                                       |  62%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  32.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  35 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  41.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  35 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |======================                                                                                |  21%
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  |=============================                                                                         |  29%
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  |====================================                                                                  |  36%
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  |============================================                                                          |  43%
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  |===================================================                                                   |  50%
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  |==========================================================                                            |  57%
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  |==================================================================                                    |  64%
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  |=========================================================================                             |  71%
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  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  14 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  26.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  41.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  12 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  37.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 5 sec. and  50 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  20 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  40 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |================                                                                                      |  15%
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  |========================                                                                              |  23%
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  |===============================                                                                       |  31%
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  |===============================================                                                       |  46%
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  |=======================================================                                               |  54%
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  |===============================================================                                       |  62%
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  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  12 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |=============================================                                                         |  44%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.8 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  52.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  52.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  63 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 3.8 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===================================================                                                   |  50%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 11.5 sec. and  69 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
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  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  42 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  47.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.2 sec. and  57.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  37.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.2 sec. and  47.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 9.5 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  63 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  29.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.7 sec. and  38 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  75 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |================                                                                                      |  15%
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  |========================                                                                              |  23%
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  |===============================                                                                       |  31%
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  |=======================================                                                               |  38%
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  |===============================================                                                       |  46%
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  |=======================================================                                               |  54%
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  |===============================================================                                       |  62%
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  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 6 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
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  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 10 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  22.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  51.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 10 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  33.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 6.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.7 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 6 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 5 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.8 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.2 sec. and  57.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  38.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  42.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 6.7 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 10.5 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.2 sec. and  36.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 30 sec. and  72 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 5.5 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  68.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.3 sec. and  47.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  8.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  58.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 32.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  25.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  66 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  63 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 5.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  46 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.3 sec. and  68.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  47.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  12.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.3 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  38 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.3 sec. and  52.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  81.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  25.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 10 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.3 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  35 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  35 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.7 sec. and  57.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  78 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  63 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  52.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  33.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  66 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 5.7 sec. and  57.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  79.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  52.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  35 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  47.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 9.5 sec. and  38 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.8 sec. and  63.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  22.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  28.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  54 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  57.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  75 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.3 sec. and  68.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  63.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 28 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  47.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  9.945338
sim1 <- read.csv("sim1.csv", header=TRUE)
View(sim1)
df <- sim1 %>% 
  na_if(Inf) %>%
  group_by(SNR, Method) %>%  
  summarize(Mean_Ret = mean(Retention, na.rm=TRUE),
            Mean_Zero = mean(Nonzero, na.rm=TRUE),
            Mean_Pred = mean(Prediction, na.rm=TRUE))
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.
snr.breaks = round(exp(seq(from=min(log(sim1$SNR)),
                           to=max(log(sim1$SNR)),length=4)),2)

ggplot(data=df, aes(x=SNR, y=Mean_Ret, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Retention") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)



ggplot(data=df, aes(x=SNR, y=Mean_Zero, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Number nonzero coefficients") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)



ggplot(data=df, aes(x=SNR, y=Mean_Pred, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Prediction Error") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)

#--------------------------------
# Simulation 2.a - changing correlation by changing beta
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_2(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2a.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.8 sec. and  52.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |==========================                                                                            |  25%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========                                                                                            |  10%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |================                                                                                      |  15%
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  |========================                                                                              |  23%
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  |===============================                                                                       |  31%
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  |=======================================                                                               |  38%
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  |===============================================                                                       |  46%
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  |=======================================================                                               |  54%
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  |===============================================================                                       |  62%
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  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
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  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |================                                                                                      |  15%
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  |========================                                                                              |  23%
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  |===============================                                                                       |  31%
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  |=======================================                                                               |  38%
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  |===============================================                                                       |  46%
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  |=======================================================                                               |  54%
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  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |============================                                                                          |  27%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========                                                                                            |  10%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 4 variables)
Estimated computational time (on one core): between 4 sec. and  4 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 3 variables)
Estimated computational time (on one core): between 2.2 sec. and  2.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
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  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
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  |=======================================                                                               |  38%
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  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  6 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
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  |===============                                                                                       |  14%
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  |======================                                                                                |  21%
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  |=============================                                                                         |  29%
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  |====================================                                                                  |  36%
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  |============================================                                                          |  43%
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  |===================================================                                                   |  50%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
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  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
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Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |=========                                                                                             |   9%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  11 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
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  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
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  |                                                                                                            
  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
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  |=========================================================================                             |  71%
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  |================================================================================                      |  79%
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  |=======================================================================================               |  86%
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  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
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  |=======                                                                                               |   7%
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  |===============                                                                                       |  14%
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  |======================                                                                                |  21%
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  |==================================================================                                    |  64%
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  |=========================================================================                             |  71%
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  |================================================================================                      |  79%
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  |=======================================================================================               |  86%
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  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |======================                                                                                |  21%
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  |=============================                                                                         |  29%
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  |====================================                                                                  |  36%
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  |============================================                                                          |  43%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
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  |================                                                                                      |  15%
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  |========================                                                                              |  23%
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  |===============================                                                                       |  31%
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  |===============================================================                                       |  62%
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  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
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  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
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  |===============                                                                                       |  14%
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  |==================================================================                                    |  64%
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  |=========================================================================                             |  71%
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  |================================================================================                      |  79%
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  |=======================================================================================               |  86%
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  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 2.2 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |================                                                                                      |  15%
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  |===============================                                                                       |  31%
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  |===============================================                                                       |  46%
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  |===============================================================                                       |  62%
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  |=======================================================================                               |  69%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  57.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  42.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================================                                                            |  42%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |================                                                                                      |  15%
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  |========================                                                                              |  23%
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  |===============================                                                                       |  31%
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  |===============================================                                                       |  46%
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  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |==============================================                                                        |  45%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |======================                                                                                |  21%
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  |=============================                                                                         |  29%
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  |====================================                                                                  |  36%
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  |============================================                                                          |  43%
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  |===================================================                                                   |  50%
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  |==========================================================                                            |  57%
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  |==================================================================                                    |  64%
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  |=========================================================================                             |  71%
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  |================================================================================                      |  79%
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  |=======================================================================================               |  86%
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  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |==========================================                                                            |  42%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |=============================================                                                         |  44%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  63.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
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  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
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  |========                                                                                              |   8%
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  |=======================================================================                               |  69%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  35 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  81.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
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  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
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  |===================================================================================                   |  82%
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  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
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  |================                                                                                      |  15%
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  |========================                                                                              |  23%
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  |===============================                                                                       |  31%
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  |=======================================                                                               |  38%
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  |===============================================                                                       |  46%
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  |=======================================================                                               |  54%
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  |===============================================================                                       |  62%
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  |=======================================================================                               |  69%
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  |==============================================================================                        |  77%
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  |======================================================================================                |  85%
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  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
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  |============================                                                                          |  27%
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  |=====================================                                                                 |  36%
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  |==============================================                                                        |  45%
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  |========================================================                                              |  55%
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  |=================================================================                                     |  64%
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  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  31.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  52.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |========                                                                                              |   8%
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  |=================                                                                                     |  17%
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  |==========================                                                                            |  25%
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  |==================================                                                                    |  33%
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  |==========================================                                                            |  42%
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  |===================================================                                                   |  50%
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  |============================================================                                          |  58%
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  |====================================================================                                  |  67%
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  |============================================================================                          |  75%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |=========================================================                                             |  56%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  29.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
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  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
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  |=========                                                                                             |   9%
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  |=============================================================================================         |  91%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
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  |=============                                                                                         |  12%
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  |=========================================================================================             |  88%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  40 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
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  |===============================                                                                       |  30%
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  |===================================================                                                   |  50%
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  |=======================================================================                               |  70%
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  |==================================================================================                    |  80%
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  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
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  |============================================================================                          |  75%
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  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
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  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
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  |=========================================                                                             |  40%
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  |===================================================                                                   |  50%
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  |=============================================================                                         |  60%
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  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
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  |=================                                                                                     |  17%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
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  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
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  |==========================                                                                            |  25%
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  |======================================                                                                |  38%
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  |===================================================                                                   |  50%
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  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  42.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===========                                                                                           |  11%
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  |=======================                                                                               |  22%
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  |==================================                                                                    |  33%
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  |=============================================                                                         |  44%
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  |=========================================================                                             |  56%
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  |====================================================================                                  |  67%
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  |===============================================================================                       |  78%
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  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |==========================                                                                            |  25%
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  |===================================================                                                   |  50%
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  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
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  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
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  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  87.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  25.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
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  |==================================                                                                    |  33%
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  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
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  |=========================================                                                             |  40%
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  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  81.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
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  |============================================                                                          |  43%
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  |==========================================================                                            |  57%
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  |=========================================================================                             |  71%
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  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
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  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
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  |====================================================================                                  |  67%
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  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  52.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  29.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

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end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  9.684794
#---------------
sim2a <- read.csv("sim2a.csv", header=TRUE)

df <- sim2a %>% 
  na_if(Inf) %>%
  group_by(SNR, Method) %>%  
  summarize(Mean_Ret = mean(Retention, na.rm=TRUE),
            Mean_Zero = mean(Nonzero, na.rm=TRUE),
            Mean_Pred = mean(Prediction, na.rm=TRUE))
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.
snr.breaks = round(exp(seq(from=min(log(sim1$SNR)),
                           to=max(log(sim1$SNR)),length=4)),2)

ggplot(data=df, aes(x=SNR, y=Mean_Ret, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Retention") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)



ggplot(data=df, aes(x=SNR, y=Mean_Zero, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Number nonzero coefficients") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)



ggplot(data=df, aes(x=SNR, y=Mean_Pred, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Prediction Error") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")
#--------------------------------
# Simulation 1 - only LAssos
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 100
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.05, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$nonzero
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$nonzero
        prediction_lasso2[i, j] = res_lasso2$mse
        
        #res_RF = RF_VSURF(data=df, beta=beta)
        #retention_RF[i, j] = res_RF$retention   
        #identification_RF[i, j] = res_RF$identification
       # prediction_RF[i, j] = res_RF$OOB_error
        
    }
}



end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Nonzero Plot
#---------------

plot(snr.vec, error_rate(identification_lasso), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(0,20))
points(snr.vec, error_rate(identification_lasso2), main="Identification frequency lasso - optimal pred", col="green", type="b", ylim=c(0,20))
points(snr.vec, error_rate(identification_RF), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
#--------------------------------
# Simulation 3 - beta 3
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 15
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_3(p=50,s=5, value=0.5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim3_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim3_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_retention,"sim3_retention.csv", row.names = FALSE)

sim3_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim3_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_identification,"sim3_identification.csv", row.names = FALSE)

sim3_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim3_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_prediction,"sim3_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(0,20))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
#--------------------------------
# Simulation 1 - trying out nonzero
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 15
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$nonzero
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$nonzero
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$nonzero
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}



end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Nonzero Plot
#---------------

plot(snr.vec, error_rate(identification_lasso), main="Identification frequency lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(identification_lasso2), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(identification_RF), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Nonzero Plot
#---------------

plot(snr.vec, error_rate(identification_lasso), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(0, 20))
points(snr.vec, error_rate(identification_lasso2), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(identification_RF), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
#--------------------------------
# Simulation 1 - no RF
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 10
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

counter = 1

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        #Simulate the data
        #------------------------------
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
        
        ID <- j*10+i-10
        
        #calculate AND store the resuls
        #------------------------------
        #Lasso
        res_lasso = cv.lasso_2(data=df, beta=beta)
        results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)

        counter = counter+1 #increase counter by 1
        
        #Relaxed Lasso
        #------------------------------
        res_lasso = cv.relaxed_lasso(data=df, beta=beta)
        results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
        
        counter = counter+1
        
        
    }
}



end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  10 is:  2.376772
results
NA



<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


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```r
#-------------
# Analysing why Lasso behaves weirdly for SNR = 6
#-------------

beta = beta_2(p=150,s=5)
#set.seed(456)
sim <- simulate(n=100, p=150, rho=0.9, beta=beta, SNR = 6)
df <- sim$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

out1=cv.glmnet(x,y,alpha=1, intercep = FALSE)
plot(out1)

out2= cv.glmnet(x,y, relax=TRUE, intercept=FALSE)#lpha=1, intercept= FALSE, relax=TRUE)
plot(out2, se.bands=FALSE)
lasso_coef = predict(out2, type = "coefficients", s = "lambda.min", gamma = "gamma.min")
var_retention(lasso_coef, beta)

mse <- out2$cvm[out2$lambda == out2$lambda.1se]

#coef(out, s=lam)
#plot(out, xvar="lambda")
#cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
#plot(cv.out) # Draw plot of training MSE as a function of lambda
#lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
#
#cat(sim$sigma)
#lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
getwd()
---
title: "R Notebook"
output:
  html_notebook: default
  pdf_document: default
---



```{r}
#Installing packages#
#install.packages("parallel")
```

Add a new chunk by clicking the *Insert Chunk* button on the toolbar or by pressing *Ctrl+Alt+I*.
```{r}
library(MASS)
library(Matrix)
library(glmnet)
library(Rcpp)
library(VSURF)
library(stats)
library(parallel)

library(dplyr)
library(ggplot2)
```


```{r}
#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)
```
```{r}
set.seed(456)
```

When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the *Preview* button or press *Ctrl+Shift+K* to preview the HTML file).

The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike *Knit*, *Preview* does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.
```{r}
beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda
lam = cv.out$lambda.1se # Select more conservative lambda for variable selection


lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
```


```{r}

beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)

```






```{r}
RF_VSURF <- function(data, #data frame - dependent variable first
                     beta #true coefficients
){
  #--------------------------
  # Uses VSURF prediction under parallelization and
  # returns number of correctly identified  significant variables.
  # Mytree and ntree are set to default
  # ------------------------- 
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  defaultW <- getOption("warn")  #Turn off warning messages
  options(warn = -1) 
  

  #Variable Selection using Random Forest
  model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
  
  options(warn = defaultW) #re-enable warning messages

  #---------------------
  # Retention Frequency
  #---------------------
  #Create boolian vector of selected coefficients
  loc = model.vsurf$varselect.pred # location of significant coefficients
  estim_var = rep(0, length(beta)) #create zero vector of correct length
  estim_var[loc] = 1 #populate zero vector
  
  retention = var_retention(estim_var, beta) #counts only significant variables
  identification = var_identification(estim_var, beta) #counts all vars

  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(estim_var, beta) #count nonzero vars
  
  #---------------------
  # OOB error
  #---------------------
  OOB_error = min(model.vsurf$err.pred) # VSURF returns a vector, final element is (minimal) OOB error and includes all !prediction! variables
  
  result = list("retention" = retention, "identification" = identification, "OOB_error" = OOB_error, "nonzero" = nonzero)
  
  return(result)
}
  

```








```{r}
cv.lasso_2 <- function(data, #data frame - dependent variable first
                     beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses best prediciton lambda
  # as estimate for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
  #lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
  lam = cv.out$lambda.min
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars

  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE
  #---------------------
  mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse, "nonzero" = nonzero)
  return(results)
}
```


```{r}
cv.relaxed_lasso <- function(data, #data frame - dependent variable first
                     beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses lambda
  # and gamma minimizing prediction error
  # for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y,intercept=FALSE, relax=TRUE) # Fit lasso model on training data

  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = "lambda.min", gamma = "gamma.min")#"gamma.min") # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars

  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE
  #---------------------
  mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se] # which gamma value is this?
  
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse, "nonzero" = nonzero)
  return(results)
  
}
```





```{r}
#--------------------------------
# Simulation 1
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim1.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)


```

```{r}
sim1 <- read.csv("sim1.csv", header=TRUE)
View(sim1)
```



```{r}
df <- sim1 %>% 
  na_if(Inf) %>%
  group_by(SNR, Method) %>%  
  summarize(Mean_Ret = mean(Retention, na.rm=TRUE),
            Mean_Zero = mean(Nonzero, na.rm=TRUE),
            Mean_Pred = mean(Prediction, na.rm=TRUE))

snr.breaks = round(exp(seq(from=min(log(sim1$SNR)),
                           to=max(log(sim1$SNR)),length=4)),2)

ggplot(data=df, aes(x=SNR, y=Mean_Ret, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Retention") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)


ggplot(data=df, aes(x=SNR, y=Mean_Zero, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Number nonzero coefficients") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)


ggplot(data=df, aes(x=SNR, y=Mean_Pred, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Prediction Error") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)
```






```{r}
#--------------------------------
# Simulation 2.a - changing correlation by changing beta
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_2(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2a.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#---------------
sim2a <- read.csv("sim2a.csv", header=TRUE)

df <- sim2a %>% 
  na_if(Inf) %>%
  group_by(SNR, Method) %>%  
  summarize(Mean_Ret = mean(Retention, na.rm=TRUE),
            Mean_Zero = mean(Nonzero, na.rm=TRUE),
            Mean_Pred = mean(Prediction, na.rm=TRUE))

snr.breaks = round(exp(seq(from=min(log(sim1$SNR)),
                           to=max(log(sim1$SNR)),length=4)),2)

ggplot(data=df, aes(x=SNR, y=Mean_Ret, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Retention") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)


ggplot(data=df, aes(x=SNR, y=Mean_Zero, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Number nonzero coefficients") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)


ggplot(data=df, aes(x=SNR, y=Mean_Pred, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Prediction Error") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)

```


```{r}
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")
```



```{r}
#--------------------------------
# Simulation 1 - only LAssos
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 100
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.05, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$nonzero
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$nonzero
        prediction_lasso2[i, j] = res_lasso2$mse
        
        #res_RF = RF_VSURF(data=df, beta=beta)
        #retention_RF[i, j] = res_RF$retention   
        #identification_RF[i, j] = res_RF$identification
       # prediction_RF[i, j] = res_RF$OOB_error
        
    }
}



end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Nonzero Plot
#---------------

plot(snr.vec, error_rate(identification_lasso), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(0,20))
points(snr.vec, error_rate(identification_lasso2), main="Identification frequency lasso - optimal pred", col="green", type="b", ylim=c(0,20))
points(snr.vec, error_rate(identification_RF), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
```

```{r}
#--------------------------------
# Simulation 3 - beta 3
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 15
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_3(p=50,s=5, value=0.5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim3_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim3_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_retention,"sim3_retention.csv", row.names = FALSE)

sim3_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim3_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_identification,"sim3_identification.csv", row.names = FALSE)

sim3_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim3_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim3_prediction,"sim3_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
```

```{r}
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(0,20))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
```


```{r}
#--------------------------------
# Simulation 1 - trying out nonzero
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 15
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$nonzero
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$nonzero
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$nonzero
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}



end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Nonzero Plot
#---------------

plot(snr.vec, error_rate(identification_lasso), main="Identification frequency lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(identification_lasso2), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(identification_RF), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")

```


```{r}
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Nonzero Plot
#---------------

plot(snr.vec, error_rate(identification_lasso), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(0, 20))
points(snr.vec, error_rate(identification_lasso2), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(identification_RF), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")
```






```{r}
#--------------------------------
# Simulation 1 - no RF
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 10
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

counter = 1

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        #Simulate the data
        #------------------------------
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
        
        ID <- j*10+i-10
        
        #calculate AND store the resuls
        #------------------------------
        #Lasso
        res_lasso = cv.lasso_2(data=df, beta=beta)
        results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)

        counter = counter+1 #increase counter by 1
        
        #Relaxed Lasso
        #------------------------------
        res_lasso = cv.relaxed_lasso(data=df, beta=beta)
        results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
        
        counter = counter+1
        
        
    }
}



end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

results

```


```


```{r}
#-------------
# Analysing why Lasso behaves weirdly for SNR = 6
#-------------

beta = beta_2(p=150,s=5)
#set.seed(456)
sim <- simulate(n=100, p=150, rho=0.9, beta=beta, SNR = 6)
df <- sim$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

out1=cv.glmnet(x,y,alpha=1, intercep = FALSE)
plot(out1)

out2= cv.glmnet(x,y, relax=TRUE, intercept=FALSE)#lpha=1, intercept= FALSE, relax=TRUE)
plot(out2, se.bands=FALSE)
lasso_coef = predict(out2, type = "coefficients", s = "lambda.min", gamma = "gamma.min")
var_retention(lasso_coef, beta)

mse <- out2$cvm[out2$lambda == out2$lambda.1se]

#coef(out, s=lam)
#plot(out, xvar="lambda")
#cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
#plot(cv.out) # Draw plot of training MSE as a function of lambda
#lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
#
#cat(sim$sigma)
#lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
```




```{r}
getwd()
```

